🧩 MCPs

Model-Context-Protocol (MCP) is an AI architecture pattern that separates intelligence into three key layers: Model: The core AI/ML algorithm that performs learning or inference. Context: The environment or situational data that influences how the model behaves. Protocol: The communication rules or interface that connects models, contexts, or external systems. This structure enables modular, scalable, and context-aware AI systems, ideal for multi-agent AI, robotics, IoT, and real-time decision-making.

Run AI-generated code in a secure, scalable environment with full support for dependencies, secrets, logs, and access to APIs or databases.

Official MiniMax Model Context Protocol (MCP) JavaScript implementation that provides seamless integration with MiniMax's powerful AI capabilities including image generation (text-to-image T2I), video generation (text-to-video T2V, image-to-video I2V) , text-to-speech (TTS), and voice cloning APIs.

Official MiniMax Model Context Protocol (MCP) Python implementation that provides seamless integration with MiniMax's powerful AI capabilities including image generation (text-to-image T2I), video generation (text-to-video T2V, image-to-video I2V) , text-to-speech (TTS), and voice cloning APIs.

Thunder Compute documentation MCP server

Apache Druid is a high-performance distributed enterprise time series database. With this MCP one case easily query it with natural language and also operate it easily. The server supports: - AI based Time Series Data Analysis - Data Management - Time Series Ingestion Management - Apache Druid Monitoring & Health - Enterprise grade developed in Java like Apache Druid itself to make it compatible with enterprise landscapes

Nody provides a powerful MCP Composer for creating and managing custom MCP servers. It enables you to personalize each tool's name and description to add context, helping agents use them with fewer tokens. It manages the configurations and secrets of MCP servers in one secure place, making it easier to deploy and scale your AI toolsets efficiently

One click installation & Configuration,access to OpenAI's websearch functionality through the Model Context Protocol。

Digital Badge & certificate Issuing platform.

Connect Revit with A.I. Desktop Apps to read Revit models (MCP), providing A.I. with 35+ specialized tools for comprehensive Revit analysis.

BloodHound-MCP-AI is integration that connects BloodHound with AI through Model Context Protocol, allowing security professionals to analyze Active Directory attack paths using natural language instead of complex Cypher queries.

This MCP server enhances LLM coordination, offering greater control and predictability, and significantly reduces billable requests by minimizing user interactions within a single task.

Official MCP server that turns The Graph’s Token API into a plug-and-play web3 data tool. Exposes ERC-20 & NFT metadata, balances, transfers, top-holder stats, prices, and more, allowing LLMs to run SQL queries on structured and indexed blockchain data.

Plaid’s sandbox MCP server supports local development and testing. It runs in your local development environment and allows your AI tools to interact with Plaid’s sandbox APIs in context-aware ways. You can use it to: - Generate custom test users using our custom user feature - Trigger Plaid webhook events to test how your app handles updates - Generate sandbox tokens without having to write your own code - Improve search results returned by your AI assistant on Plaid docs

This is a Multi-Agent Collaboration Protocol (MCP) server for interacting with the Metricool API. It allows AI agents to access and analyze social media metrics, campaign data and schedule posts to your Metricool account.

Manage and query Postgres databases, customers, users, setup B2B auth using LLMs

Search for domains in Claude and Cursor and see if they are available and get their prices.

🚀 Ultra-efficient MCP task management server designed for Cursor & AI clients! Minimize tool confusion with just 5 powerful commands while maximizing your LLM budget. Multi-format support (Markdown/JSON/YAML), intelligent search, batch operations, auto work-in-progress management & duplicate prevention. Revolutionary safety: AI can add & organize tasks but NEVER accidentally delete your work. ``` { "mcp-tasks": { "command": "npx", "args": ["-y", "mcp-tasks"] } } ```

⚡ Surgical Code Editing: Superhuman Precision The combination of `read_symbol` + `insert_text` unlocks revolutionary code editing capabilities that transform how AI agents work with codebases. 🚀 Superpowers Unlocked 🔍 Cross-Codebase Intelligence Find any symbol across entire repositories instantly ✂️ Precision Surgery Edit exact functions, classes, or code blocks 🎛️ Zero-Error Refactoring Update function signatures everywhere they exist

SQLite MCP features advanced text processing (regex, fuzzy, phonetic, similarity), Business Intelligence, FTS5 Search, Statistical Analysis Library, SpatiaLite Geospatial Analytics, Enhanced Virtual Tables, Vector Index Optimization, Intelligent MCP Resources and Prompts, Semantic/Vector Search, Virtual Table Management, Advanced PRAGMA Operations, Backup/Restore operations, Full-Text Search (FTS5), enhanced JSONB support, transaction safety, foreign key constraint enforcement and more.

A MCP server built for developers enabling Git based project management with project and personal journaling. Think of it as a scrapbook for your projects — one that captures technical details, GitHub issues, code context, and the personal threads that shape a project's story.

Elasticsearch MCP server with available features including mappings management, search and indexing and index management, etc.

A fast, lightweight Model Context Protocol (MCP) server that empowers LLMs with browser automation via Puppeteer’s structured accessibility data, featuring optional vision mode for complex visual understanding and flexible, cross-platform configuration.

A Model Context Protocol (MCP) server that provides browser automation capabilities using Puppeteer. This server enables LLMs to interact with web pages through structured accessibility snapshots, bypassing the need for screenshots or visually-tuned models.

A high performance email search MCP for teams & companies. Secure & scalable across multiple email accounts and archives with support for custom filters (e.g., customer facing communications only).

ComputerVision-based 🪄 sorcery of image recognition and editing tools for AI assistants.

TextIn OCR MCP Server is a tool for extracting text and performing OCR on documents, including document text recognition, ID recognition, and invoice recognition. It also supports converting documents into Markdown format.

This MCP server enables scalable mobile automation through a platform-agnostic interface, eliminating the need for distinct iOS or Android knowledge. This server allows Agents and LLMs to interact with native iOS/Android applications and real devices through structured accessibility snapshots or coordinate-based taps based on screenshots. (iPhone, Samsung, Google Pixel)

Read information from your Taboola Account

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

Peekaboo is a macOS-only MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visual question answering through local or remote AI models. Without screenshots, agents debug blind—Peekaboo gives them eyes. https://steipete.me/posts/2025/peekaboo-mcp-lightning-fast-macos-screenshots-for-ai-agents

The LaunchDarkly MCP server lets you set up and manage feature flags and AI Configs from within your integrated development environment (IDE) or AI client

A Model Context Protocol server that provides read-only access to Redshift. This server lets LLMs inspect your data warehouse schemas and execute read-only queries.

Model Context Protocol (MCP) server for Amazon Managed Workflows for Apache Airflow (MWAA)

The fastest way to let your AI assistant interact with thousands of apps. No complex API integrations required.

Advanced MCP 🚀: 17 handy tools for code ⚙️, blazing-fast file ops 💨, semantic search via vector embeddings 🧠, chunked reads for giants 📂, multi-level error shields 🛡️ with instant rollback ↩️, auto-backups 💾, cross-platform path magic 🌐. Tools: create/read/insert/replace/delete lines ✍️, batch ops 🔄, diff & structure finder 🔍, performance stats 📊, smart embedding cache ⚡, quick checks ✅.

The only truly AI-native project management tool. Dart is a fully-featured project management tool that uses AI to assist with roadmap planning, report generation, breaking tasks into subtasks, duplicate detection, and executing on writing and design tasks. Teams use Dart in order to chat with their tasks, plan better, and eliminate regular PM chores from their schedule, freeing up seven hours per week to focus on other work.

Manage and solve incidents without leaving your IDE by connecting to the Rootly API.

A comprehensive DevOps toolkit that provides 56 essential infrastructure tools through AI-enabled MCP (Model Context Protocol) servers. Ship runs all tools securely in containers via Dagger, eliminating local dependencies. Ship is primarily an MCP framework for building AI assistant integrations, with optional CLI capabilities for direct usage.

OSS agnostic Devops agents. Build, manage, and package sub agents. Run them locally, in CICD, or on a server

Sidemail’s official MCP Server. Provides Model Context Protocol (MCP) integration for Sidemail.io, enabling programmatic access to transactional emails, contacts, domains, and Messenger features for product updates and newsletters via MCP agent mode.

Nx MCP enables LLMs to understand your monorepo's structure, including project relationships, file mappings, tasks, ownership, tech stacks, generators, and documentation. This context empowers LLMs to generate code tailored to your stack, understand change impacts, and precisely modify connected files. This capability leverages Nx's built-in understanding of workspace architecture and the monorepo's unified project organization to provide comprehensive context for AI assistance.

Connect Shortcut's project management platform to Cursor via MCP. Access and edit Stories and Epics in Cursor to get your agents started coding and connect the output directly to GitHub.

An MCP server to connect to ARC by SourceFuse - a SaaS application scaffolding tool

MCP server for ABP.IO framework: application/module/entity/user/tenant management, permissions, audit, background jobs, and UI development. Generate CRUD operations, pages, themes, components. Manage multi-tenancy. Supports MVC, Angular, Blazor frameworks. Perfect for AI-assisted ABP.IO development and code generation.

Connect Lattice's HR performance management platform to Cursor. Access employee goals, reviews, feedback, and organizational data directly in AI workflows.

Documentation for Velt SDK. Velt provides ready-made enterprise grade collaboration features like Comments, Notifications, Recording, Live Editing etc. https://velt.dev/

Provides a ready-to-use Model Context Protocol (MCP) server that exposes the Infura Ethereum JSON-RPC API as a set of tools for Large Language Models.

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

Enhance security posture by embedding Snyk vulnerability scanning directly into agentic workflows.

The Robinhood MCP Server provides a comprehensive interface to the Robinhood Crypto API. This server handles authentication, account management, market data retrieval, and trading operations through both REST API and WebSocket interfaces.

Interact seamlessly with the Bybit API to fetch market data, manage your account, and execute trades. Leverage powerful tools to enhance your trading experience and automate your strategies effortlessly. If you wish to use an API key restricted to your personal IP address, you must configure the MCP server using Docker. Please refer to the README.md file in the GitHub repository for guidelines.

This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.

Let AI agents automatically handle your Crowdin tasks. Have you ever wished you could tell an AI, "Translate this project," or "Check translation progress," and actually have it do it? Now you can! This server connects AI agents, such as Claude and Cursor, to your Crowdin workspace via the Model Context Protocol.

Interact with Webflow sites, pages, and collections.

A Model Context Protocol (MCP) server for Clay (clay.earth). Search your email, calendar, Twitter / X, Linkedin, iMessage, Facebook, and WhatsApp contacts. Take notes, set reminders, and more. Examples "Who in my network works at Google as a Product Manager?" "Who is John Smith?" "Add a new contact named Jane Doe, who is a Designer at Figma." "Save a note for John Smith: 'Follow up about the Q2 report.'" "Create a group called 'Investors 2025.'"

Deployment superpowers for Cursor. Fast + Self-healing + Free - endgame.dev Click the link below to install the Endgame in Cursor and start deploying for free! Or, check out the site for more info: https://endgame.dev

This server enables LLMs to run Computer-Use Agent (CUA) workflows on Apple Silicon macOS. It provides asynchronous access to a virtual macOS sandbox environment using Apple’s Virtualization.framework, and supports clients like Cursor, Claude Desktop, and other MCP-compatible tools.

The AWS EC2 Pricing MCP Server lets any LLM or automation script query real-time EC2 pricing with one call. Powered by a pre-parsed AWS pricing catalogue, it answers questions such as What is the cheapest EC2 instance with 32GB RAM? Which AMD instances have more than 3.5 Ghz CPUs? What is the 3-yr All Upfront discount on r6g family in eu-west-1? What is the cheapest instance to run Windows with SQL Server Enterprise?

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Get high-performance currency data from crypto markets and traditional FX. Delivered through REST, WebSocket, and institutional-grade FIX APIs.

Get high-performance currency data from crypto markets and traditional FX. Delivered through REST, WebSocket, and institutional-grade FIX APIs.

T+1 raw stock market data delivered with a simple developer-friendly REST API. Serving IEX, Euronext and 20+ stock exchanges.

The definitive REST API for developers needing clean, structured, and timely SEC filing data. Focus on your application, not data parsing.

A set of workflows that helps AI models follow consistent, validated processes with context engineering, guardrails and semantic workflow discovery.

This is a Model Context Protocol (MCP) server for sending instagram DMs

Get instant answers from the FB ad library including: 1. Research any brand's ad strategy 2. Creative testing volume/cycle 3. Compare messaging across multiple brands It's fully open-source, self-hosted and uses the Scrape Creators API (free to start) Why build this? Ad research usually costs hundreds per month and takes hours of manual work. This gives you deep competitor intelligence for a fraction of the cost - analyze any brand's creative strategy, messaging evolution instantly.

Database MCP Server for MySQL, Postgres, SQLite, and MSSQL

A secure MCP (Model Context Protocol) server that enables AI agents to interact with the Authenticator App.

Turn any language model into a multimodal powerhouse that can generate images, music, videos, 3D models and more on the fly. Rostro's tools are designed to be used by language models from the ground up, expanding capabilities with minimal context bloat.

Provide real-time Beijing tourism information, real-time visitor flow queries for scenic spots, performance and exhibition updates, inbound travel guides, and other related information.

Provide real-time Beijing tourism information, real-time visitor flow queries for scenic spots, performance and exhibition updates, inbound travel guides, and other related information;

Postman’s remote MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman. Use natural language to prompt AI to automate work across your Postman collections, environments, workspaces, and more. Learn more here: https://www.postman.com/ai/mcp-server/

Raindrop.io, a bookmark manager and MCP allows you to interact with Raindrop.io to add bookmarks, view recent bookmarks

A Go-based MCP (Model Control Protocol) connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.

All-in-One SEO & Web Intelligence Toolkit API - Fetch Search Engine Results, Monitor keywords, track domain rankings, analyze SERPs, and extract insights — all in one powerful API for competitive research, keyword intelligence, and content strategy.

Zero-Config, Fully AI-Managed End-to-End Testing for all code gen platforms.

Spice v1.1.0 can act as both an MCP Server, with the new /v1/mcp/sse API, and an MCP Client, supporting stdio and SSE-based servers. Spice is a portable, single-node, compute engine built in Rust. It embeds the fastest single-node SQL query engine, DataFusion, to serve secure, virtualized data views to data-intensive apps, AI, and agents. Sub-second data query is accelerated locally using Apache Arrow, DuckDB, or SQLite.

PubNub Model Context Protocol (MCP) Server for Cursor IDE Exposes PubNub SDK documentation and PubNub API resources to LLM-powered tools. This improves the LLM AI Agent's ability to understand and interact with PubNub's SDKs and APIs.

Add remote or local documention source from LLM txt

A Model Context Protocol server that wraps the Chatvolt API, providing tools to manage agents, datastores, and CRM workflows.

Generate professional mockups directly from AI chat interfaces like Claude, ChatGPT, and automation tools. Streamlines design workflows by eliminating context switching between tools.

Provides generic Open Database Connectivity (ODBC) to any Database Management System (DBMS) that's accessible via an ODBC Connector (Driver).

Google Docs to WordPress MCP, generate content from Cursor, add it to Google Docs and use Docswrite to publish it to your favorite WordPress automatically

Surfpool provides a blazing-fast, developer-friendly simulation of Solana Mainnet that runs seamlessly on your local machine. It eliminates the need for high-performance hardware while maintaining an authentic testing environment. Whether you're developing, debugging, or educating yourself on Solana, Surfpool gives you an instant, self-contained network that dynamically fetches missing Mainnet data as needed—no more manual account setups.

Blockscout MCP Server is a server that wraps Blockscout APIs to expose blockchain data through the Model Context Protocol (MCP), enabling AI agents and tools to access and analyze structured blockchain data.

Manage Prisma Postgres databases with ease

MCP server to work with Ingeniux CMS in your AI agents

A macOS app that provides an MCP server to your Messages, Contacts, Reminders and more

A Model Context Protocol server that enables AI-powered analysis of NPM packages through multiple tools for security vulnerability scanning, dependency analysis, package comparison, and quality assessment.

This MCP server lets you access your Fulcra Context history -- health data, locations, and more - from your favorite LLM frontend or agentic framework!

An MCP Server helping Vibe Coders take the crucial step from 0 to 1 in product development.

A straight-forward CLI wrapper that monitors and captures output from any running command and exposes it as an MCP server. Perfect for development workflows where you need to access server logs, build output, or any process output.

Turn YouTube, TikTok, X videos and websites into structured data. Skip the hassle of video transcription and data scraping. Our APIs help you build better software and AI products faster.

MCP server to provide Sketch layout information to AI coding agents like Cursor

A MCP server for retrieving backlink information for any domain using Ahrefs' data.

Screeny is a privacy-first MCP server that enables AI assistants to capture screenshots of specific application windows on macOS. Unlike other screenshot tools that can access any window or screen, Screeny requires explicit user approval for each window during setup - only pre-approved windows can be captured.

Pick from 100s of MCP servers on mcp.run's free and secure tool management platform. Entirely implemented in WebAssembly, these do not put your system at risk of the same vulnerabilities or data exfiltration as other MCP servers do.

Buffsend MCP brings the power of AI-driven outreach directly into Cursor. Skip the dashboards, tabs, and clunky UI — just type a prompt and send. With Buffsend’s MCP, you can: 📬 Find real customers with contact information. ✍️Send emails with unlimited senders. 📊 Track opens, replies, and follow-ups 🔁 Automate sequences with zero code Whether you're a solo founder, growth engineer, or just love fast workflows — Buffsend MCP helps you market like you code.

Add human review and approval steps to your AI agents and automations with gotoHuman.

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